Digital Commons Network^™

Empowering International Students For Positive Social Risk-Taking In U.S. Higher Education, Maha Azzazi

Journal of Comparative & International Higher Education

During the acculturation process to their new life in the United States, international students can face challenges in building meaningful connections with their campus community due to difficulties in social integration. There has been limited research on finding effective ways to help international students overcome these challenges, despite numerous studies exploring the factors contributing to international students' disengagement, such as cultural and linguistic barriers and financial difficulties. To address this gap, this phenomenological qualitative study examines the experiences of eight international students at a US university. Among the themes that emerge from preliminary results are familiar challenges faced by students, …

Enhancing The Metacognitive Thinking Of Middle-Grade Multilingual Learners: A Design-Based Research Study Leveraging Dialogic Teaching, Renee R. Burns

Dissertations

This study explores how dialogic teaching can enhance metacognition and self-efficacy among middle school multilingual learners (MLs) who face challenges with the academic language demands of literacy tasks. Using a design-based research (DBR) methodology, specifically formative experiment, the Metacognitive Dialogic Teaching Protocol (MDTP) was implemented over seven iterative cycles. The research questions were as follows: How do dialogic interactions impact metacognition in middle-grade MLs? How does Metacognitive Dialogic Teaching affect comprehension development in these students? And how does it influence their self-efficacy? The participants included six middle-grade MLs engaged in a Tier 2 literacy intervention who initially exhibited fake reading …

Indigenous Child Language Research Report 1, Saad K’Idilyé, Indigenous Child Language Research Center

Indigenous Child Language Research Center

This report shares some of the preliminary finding of the research work that is being conducted by the Indigenous Child Language Research Center. The ICLRC aims to report to their community partner, Saad K’idilyé, the results of their groundbreaking work. This information is typically delivered in person at a planned meeting. This research is long-term and the data is being prepared for optimal analysis to be shared through published works, workshops, and conference presentations. This is the very first research report that came out of our partnership.

Webinar 1 Content-Based Eld, Slide Deck 6.10.26, Center On English Language Proficiency

Webinars

No abstract provided.

Black Language Matters: Capitalizing On Black English For Educational Success Through Linguistic And Cultural Competence Training, Fritz Lauriston

Graduate Student Dissertations, Theses, Capstones, and Portfolios

This dissertation explores the impact of culturally responsive professional development on K–12 educators’ perceptions and understanding of Black English, also known as African American Vernacular English (AAVE). The study responds to the longstanding marginalization of Black English in educational environments and its implications for academic equity, cultural identity, and student performance—particularly among African American learners. The central intervention, titled “Do You Understand Me? Linguistic and Cultural Competence Black English Professional Development,” was designed to increase teachers’ linguistic awareness, dismantle deficit perspectives, and promote inclusive instructional practices that validate students’ home language.

Using a mixed-method design, 59 certified educators participated in …

The Post-Process Apostasy: Canaries, Calculators And Cathedrals, Thomas O. Main

University of the Pacific Law Review

No abstract provided.

Ecological Support For Stem International Doctoral Student Success, Emily A. Crider

Journal of Comparative & International Higher Education

International doctoral students enrich U.S. institutions but often encounter challenges that affect belonging and academic success. This qualitative study examined the social, cultural, and institutional challenges faced by international STEM doctoral students and the role of faculty advisor relationships in their adaptation. Guided by ecological systems theory, interviews with eight participants revealed five major challenges: language barriers, cultural differences, building social networks, financial challenges, and navigating institutional processes. Positive faculty mentorship was critical, with effective advisors demonstrating empathy, adaptability, responsiveness, guidance, and trust while supporting professional development, funding, and networking. Microsystem and mesosystem interactions were most influential. Findings emphasize the …

Controlling The Narrative:Copyright’S Derivative Rights Doctrine & Semiotic Disobedience In The Age Of Ai, John Tehranian

Vanderbilt Journal of Entertainment & Technology Law

This Article argues that copyright’s derivative rights doctrine—long treated as a technical mechanism of market control—has operated as a powerful but underexamined tool of epistemic governance. As the doctrine’s scope has expanded, it has increasingly privileged dominant narratives while recasting resistive ones as acts of infringement. Drawing on historical and contemporary case studies—from the largely forgotten copyright disputes over the English translations of Mein Kampf and Bambi on the eve of World War II to the infamous stand-off between Wall Street’s Charging Bull and Fearless Girl statues—the Article demonstrates how derivative rights have been deployed to suppress what Sonya Katyal …

2025 Health Equity Impact Report, Children's Health, Stormee Williams

Publications

The Health Equity Impact Report from Children’s Health outlines the organization’s strategy and progress in advancing equitable pediatric care. The report highlights efforts to identify and address social determinants of health—such as food insecurity, housing instability, and access to transportation—through systemwide screening and targeted interventions.

Roots And Greens: Discovering The Power Of Indigenous Produce, Abiodun T. Atoloye, Sherif O. Olasoji, Ebunoluwa G. Ibidapo

Nutrition, Dietetics, and Food Sciences Courseware

The curriculum was designed in alignment with the Cognitive Theory of Multimedia Learning (CTML), Empowerment Theory (ET), and Social Cognitive Theory (SCT) frameworks. These frameworks were used to determine the selection and sequencing of learning activities. As reflected in CTML principles, the use of texts, images, infographics, and videos enhances knowledge retention and information comprehension and helps prevent cognitive overload. Through activities, homework, and family engagement, the principles of ET were incorporated into the curriculum to facilitate participants’ perceived control over food-related decisions. Additionally, by applying the principles of SCT, the curriculum incorporates scenario-based questions, opportunities to engage with peers, …

Mitigating Disparities In Diagnosis Of Dementia, Lycia Tramujas Vasconcellos Neumann, Simin Mahinrad, Erin L. Abner, Soo Borson, Goldie S. Byrd, Maria Carrillo, Lindsay Clark, Anthony N. Correro Ii, Kacie D. Deters, Gladys E. Maestre

School of Medicine Publications

The field of Alzheimer's disease and related dementias (AD/ADRD) is undergoing a transformative shift with a better understanding of disease biology, biomarker-based diagnostics, and disease-modifying therapies. Yet, these advancements risk exacerbating existing disparities in diagnosis and care. The 2024 Alzheimer's Association International Conference (AAIC) Advancements: Exploring Equity in Diagnosis convened interdisciplinary experts to address these inequities and chart a path toward population-generalizable research and practice. This article synthesizes key insights from the conference, highlighting considerations for inclusive and representative research design, ethical approaches in diagnostic disclosure, as well as challenges and solutions at individual, community, and systemic levels to advance …

Development And Validation Of The Lifetime Sense Of Safety Scale In Kenyan Adults, Karen Blackmon, Anne Nyambura, Anne Gitere, Levi Muyela, Catherine Onyancha, Kendi Muchungi, Catherine Ajalo, Litha Musili, Rachel Maina, Edna Bosire, Lukoye Atwoli, Zul Merali, Chinedu Momoh

Brain and Mind Institute

Background. Safety supports psychological wellbeing and potentially shapes brain aging yet existing scales overlook cumulative lifespan safety experiences.

Methods. To address this gap, we developed and validated the Lifetime Sense of Safety (LSS) scale in Kenyan adults. The LSS uses visual analog scaling with a red-to-green color gradient to retrospectively rate felt safety across life stages and settings. We evaluated scale psychometrics and associations with social determinants of health and indicators of brain health.

Results. The LSS shows adequate internal consistency and test-retest reliability, with two distinct but correlated factors representing childhood and adulthood safety. Women and …

Patent Analyses And Technology Forecasting: Advances Into Artificial Intelligence Technologies, Sarah Over, Emma Jiren Wang, M. Shehryar Khan

Journal of the Patent and Trademark Resource Center Association

For several decades, patents have been utilized in analyzing technology and forecasting future trends. Historically, this has been done via keywords, citations, and some bibliometric approaches. The efficiency that is promised by artificial intelligence (AI), machine learning, natural language processing, and related technologies has also heavily entered the domain of intellectual property. There is a growing body of research that is using AI technologies to analyze, learn, and make predictions for patents. Some of the most common applications in practice are those that assist searchers and examiners in review of patents. Journals such as World Patent Information have even developed …

Hallucinations And Hits: Generative Ai Patent Searching Performance, Pitfalls, And Library Best Practices, Aidan J. Whitlock, Denise A. Wetzel

Journal of the Patent and Trademark Resource Center Association

One of the most challenging aspects for inventors seeking to obtain a patent is conducting an effective preliminary prior art search. The process requires specialized skills and experience to assess the relevant information that many novice inventors do not possess. However, artificial intelligence (AI) tools and Large Language Models (LLMs) offer potential new ways of accessing legal and technical expertise. This study surveys five popular publicly available LLMs ability to aid in conducting a preliminary prior art search. A list of best practices and strategies for using AI tools to conduct preliminary patent searches are outlined at the conclusion of …

Students’ Perceived Differences, Othering, And Engagement In Online Learning Spaces: A Cross-Sectional Survey Study, Hajeen Choi, Jaesung Hur, Dan He

School of Engineering Faculty Publications

In online learning spaces, students may feel disconnected not only because of limited interaction but also when they notice differences in their backgrounds or beliefs. This survey study examined students’ perceived differences and their implicit and explicit experiences of othering based on their backgrounds and beliefs. Descriptive results showed that political orientation, culture, and socioeconomic status were common areas where students felt different, while race/ethnicity, culture, and religion stood out as stronger points of distinction. Thematic analysis of open-ended responses showed that many students described subtle forms of othering, such as discomfort and self-doubt, while others encountered more direct negative …

Reinforced Concrete Design Fundamentals, Belen Stephanie Martinez Espinoza, Estevan Jacob Perez

Architectural Engineering

Hispanic workers make up a large and growing portion of the construction workforce in the United States; particularly in California, the percentage of construction workers who are Hispanic is estimated to be about 55% as of 2021 (Elkins). Many of these workers are Spanish-speaking, yet there is still a gap between technical engineering design and what is understood and applied in the field. One major reason for this gap is the lack of clear bilingual resources. To bridge the gap, a 48-page bilingual booklet titled Reinforced Concrete Design Fundamentals (Fundamentos del Diseño de Concreto Reforzado in Spanish) was created. This …

Fairness, Representation, And Retrievability In Ai Information Systems, Xiaoxiao Shang

Engineering Ph.D. Theses

Artificial intelligence and machine learning systems are deeply embedded in modern information ecosystems, yet the bias they exhibit is not a single phenomenon. This dissertation identifies three distinct stages of the AI pipeline at which bias surfaces, each demanding a di!erent conceptual treatment: measurement bias in preprocessing, addressed through identification fairness; content bias at the corpus level, addressed through representation equity; and systemic bias in retrieval, addressed through distributional justice. Measurement bias arises when raw signals about people are converted into categorical labels, and errors at this stage propagate into every subsequent computation. In race and ethnicity prediction from names, …

International Advice, Mature Democracies And The Venice Commission, Maartje De Visser

Research Collection Yong Pung How School Of Law

The aim of this article is to explore the role and practice of constitutional advice-giving as it relates to mature democracies. More precisely, this article considers how the Venice Commission – the official advisory body for constitutional matters of the Council of Europe – exercises its mandate vis-à-vis such democracies through the delivery of country-specific Opinions, based on a close reading of all such Opinions rendered between 2002 and 2024. It examines the substantive focus of those Opinions, the way they engage with constitutional experiences elsewhere, as well as the tone of the assessment and the approach taken in formulating …

Brief Of Evidence – Bill C-16 Protecting Victims Act, Emma Cunliffe

All Faculty Publications

This brief focuses specifically on the proposal in Bill C-16 to create a new criminal offence of coercive control and the absence of any correlate defence for offences committed by a person who is subject to coercion. Reviewing evidence from research in other jurisdictions that have adopted such an offence (Scotland, England and Wales, and the Australian jurisidictions of NSW and Queensland), as well as Canadian research, there is abundant evidence to suggest that more criminal law, including new offences, will not necessarily increase women’s safety; and in fact, can be predicted to expose women to greater risk of harm …

The Power Of Perception: Latine Threat Narratives And Immigration Control In The United States, Nina Gallo

University Honors Theses

Despite America's rich history as a self-proclaimed "nation of immigrants," immigration policy in the United States has functioned as a tool of social control designed to systematically exclude and restrict groups of people that pose a perceived threat to national identity and safety. This perceived threat has effectively been communicated through harmful narratives that stratify immigrant communities from the rest of society. Through this framing, support for punitive immigration policies thrives. Currently, Latine immigrants and their families have been the target of discriminatory immigration policies and enforcement tactics. No work to date has synthesized the current state of the immigration …

The Magic Wand: The Transformation Of Literary Journals And The Middle Class In Early Nineteenth-Century Germany, Charlotte Bayer

University Honors Theses

Compared to other products of German Romanticism, scholarship has almost entirely overlooked the magazine Wünschelruthe (1818). No in-depth, original research has been made on the magazine since 1929. Investigations into the Wünschelruthe have only been within the frame of its connection to more influential works and authors within the German canon or as digression in biographies on its main contributors, and these writings usually neglect the actual content in the magazine. From a catalogue of dozens of literary magazines produced in Germany during the late Enlightenment and Romantic eras, the Wünschelruthe is also one of a select few (if not …

4‑H Efforts Toward Demographic Representation, 1980–2025: Next Directions (Part 2), Jeremy Elliott-Engel, Jeff Wayne Howard

Journal of Youth Development

This article builds on Part 1 of this study, a state-of-the-art review that synthesizes 45 years of scholarship (1980–2025) on 4-H’s efforts to equitably serve a demographically representative youth population (see Elliott-Engel & Howard, 2026). This article examines the findings that draw from the previously discussed 99 articles and provides the next directions for achieving a demographically representative 4-H program by synthesizing crosscutting themes from 45 years of diversity, equity, inclusion, and belonging scholarship. Despite meaningful progress, persistent gaps remain in participation, professional readiness, and systemlevel integration. Our review highlights the need for culturally responsive recruitment, familycentered engagement, and program …

The History Of The Constitution Is Our Future., Maggie Blackhawk

Michigan Law Review

The Constitution of the United States establishes a government; it also stands as the fundamental law of a people. It shapes daily life, distributes power, and sets a direction for the future. And yet when we ask about the reach and meaning of the Constitution, we are increasingly told to look backward. The answers to our future are said to lie in the past.

Letter From The Editors, Raven L. Jones, Tanya Upthegrove Gregory, Alexandra M. Sánchez

Language Arts Journal of Michigan

No abstract provided.

Teaching For Liberation: Using Literature To Combat Oppression In Multilingual Classrooms, Gourika Sharma

Language Arts Journal of Michigan

This article explores the integration of resistance narratives and cultural identity into English literature curricula in multilingual classrooms, highlighting its potential to promote liberation pedagogy. Drawing on the principles of critical pedagogy, it argues that literature can act as a transformative tool to combat oppression, foster critical thinking, and enhance inclusivity. The study employs a qualitative approach, analyzing case studies, classroom practices, and curriculum frameworks to identify effective strategies for teaching literature in linguistically and culturally diverse settings. Key strategies include selecting texts that reflect themes of social justice and resilience, incorporating students' native languages to bridge comprehension gaps, and …

A Pruning-Based Question-Answering For Interactive Video Search: A Simple Baseline, Yu Tong Cheng, Phuong Anh Nguyen, Chong-Wah Ngo

Research Collection School Of Computing and Information Systems

There are various factors affecting the performance of video search. An imprecise query will enlarge search space and reduce the discriminative power of ranking functions. This problem is further exacerbated by the presence of numerous visually or semantically similar videos in large datasets. Consequently, users need to painstakingly browse through many highly similar candidates to locate the search target, leading to increased cognitive load and inefficient searching. Ideally, engaging users through interactive questioning to resolve uncertainties in the search process is an effective strategy for progressively narrowing down the search space. However, despite rapid advances in deep learning, generating informative …

Rode: Linear Rectified Mixture Of Diverse Experts For Food Large Multi-Modal Models, Pengkun Jiao, Xinlan Wu, Bin Zhu, Jingjing Chen, Chong-Wah Ngo, Yu-Gang

Research Collection School Of Computing and Information Systems

Large Multi-modal Models (LMMs) have significantly advanced a variety of vision-language tasks. The scalability and availability of high-quality training data play a pivotal role in the success of LMMs. In the realm of food, while comprehensive food datasets such as Recipe1M offer an abundance of ingredient and recipe information, they often fall short of providing ample data for nutritional analysis. The Recipe1M+ dataset, despite offering a subset for nutritional evaluation, is limited in the scale and accuracy of nutrition information. To bridge this gap, we introduce Uni-Food, a unified food dataset that comprises over 100,000 images with various food labels, …

Benchmarking Gaslighting Negation Attacks Against Multimodal Large Language Models, Bin Zhu, Yinxuan Gui, Huiyan Qi, Jingjing Chen, Chong-Wah Ngo, Ee-Peng Lim

Research Collection School Of Computing and Information Systems

Multimodal Large Language Models (MLLMs) have exhibited remarkable advancements in integrating different modalities, excelling in complex understanding and generation tasks. Despite their success, MLLMs remain vulnerable to conversational adversarial inputs. In this paper, we systematically study gaslighting negation attacks—a phenomenon where models, despite initially providing correct answers, are persuaded by user-provided negations to reverse their outputs, often fabricating justifications. We conduct extensive evaluations of state-of-the-art MLLMs across diverse benchmarks and observe substantial performance drops when negation is introduced. Notably, we introduce the first benchmark GaslightingBench, specifically designed to evaluate the vulnerability of MLLMs to negation arguments. GaslightingBench consists of multiple-choice …

Sam3-Litetext: An Anatomical Study Of The Sam3 Text Encoder For Efficient Vision-Language Segmentation, Chengxi Zeng, Yuxuan Jiang, Ge Gao, Shuai Wang, Duolikun Danier, Bin Zhu, Stevan Rudinac, David Bull, Fan Zhang

Research Collection School Of Computing and Information Systems

Vision-language segmentation models such as SAM3 enable flexible, prompt-driven visual grounding, but inherit large, general-purpose text encoders originally designed for open-ended language understanding. In practice, segmentation prompts are short, structured, and semantically constrained, leading to substantial over-provisioning in text encoder capacity and persistent computational and memory overhead. In this paper, we perform a large-scale anatomical analysis of text prompting in vision–language segmentation, covering 404,796 real prompts across multiple benchmarks. Our analysis reveals severe redundancy: most context windows are underutilized, vocabulary usage is highly sparse, and text embeddings lie on a low-dimensional manifold despite high-dimensional representations. Motivated by these findings, we …

Co-Designing With Autistic Livestreamers: Care, Constraints, And Trade-Offs In Livestreaming, Terrance Mok, Anthony Tang, Lora Oehlberg

Research Collection School Of Computing and Information Systems

Autistic livestreamers use platforms like Twitch for social connection, self-expression, and community, but these spaces also impose ongoing social and emotional demands. Prior work has documented these experiences, but less is known about what autistic creators themselves envision for the tools and platforms they use. We address this gap through a Research through Design (RtD) co-design study with three autistic Twitch streamers, using speculative artefacts as discussion prompts to explore how participants reasoned about potential livestreaming technologies. Across three co-design activities, we identify three overarching tensions shaping autistic streaming practice: Expression versus Misinterpretation and Harm; Public Participation versus Control and …